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Snowflake ADA-C02 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Performance Monitoring and Tuning	20%	- Query performance analysis 1. Query profiling and execution plans 2. Materialized views and search optimization 3. Indexing and clustering keys optimization - System monitoring and troubleshooting 1. Workload isolation and concurrency control 2. Account and warehouse usage metrics 3. Error logging and troubleshooting techniques
Topic 2: Resource Management and Optimization	25%	- Virtual warehouse administration 1. Warehouse sizing, scaling and suspension 2. Workload management and resource monitoring 3. Cost optimization strategies - Database and object management 1. Data retention and time travel 2. Schema design and object lifecycle 3. Storage management and clustering
Topic 3: Data Sharing and Marketplace	10%	- Snowflake Marketplace 1. Marketplace administration and governance 2. Listing and consuming data products - Secure data sharing 1. Shares, readers and data providers 2. Secure views and data consumption
Topic 4: Business Continuity and Disaster Recovery	15%	- Data protection and replication 1. Time travel and fail-safe configuration 2. Cross-region and cross-cloud replication 3. Database cloning and backup strategies - Disaster recovery planning 1. Failover and failback procedures 2. Recovery time and point objectives
Topic 5: Account and Security Administration	30%	- Account configuration and management 1. Organization and account structures 2. Edition and feature configuration 3. Cost management and billing - Access control and security 1. Data security and masking policies 2. User and privilege management 3. Role-based access control (RBAC) design 4. Authentication and network policies

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Snowflake SnowPro Advanced Administrator ADA-C02 Sample Questions (Q36-Q41):

NEW QUESTION # 36
Which type of listing in the Snowflake Marketplace can be added and queried immediately?

A. Standard listing
B. Monetized listing
C. Regional listing
D. Personalized listing

Answer: A

Explanation:
A standard listing in the Snowflake Marketplace can be immediately added to an account and queried without requiring provider approval or additional setup.

NEW QUESTION # 37
An Administrator has been asked to support the company's application team need to build a loyalty program for its customers. The customer table contains Personal Identifiable Information (PII), and the application team's role is DEVELOPER.
CREATE TABLE customer_data (
customer_first_name string,
customer_last_name string,
customer_address string,
customer_email string,
... some other columns,
);
The application team would like to access the customer data, but the email field must be obfuscated.
How can the Administrator protect the sensitive information, while maintaining the usability of the data?

A. Create a separate table for all the non-PII columns and grant the role DEVELOPER access to the new table.
B. Use the CURRENT_ROLE context function to integrate with a masking policy on the fields that contain sensitive data.
C. Create a view on the customer_data table to eliminate the email column by omitting it from the SELECT clause. Grant the role DEVELOPER access to the view.
D. Use the CURRENT_ROLE and CURRENT_USER context functions to integrate with a secure view and filter the sensitive data.

Answer: B

Explanation:
The correct approach is to apply a dynamic data masking policy on the sensitive customer_email column. Using the CURRENT_ROLE context function in the masking policy allows the Administrator to obfuscate the email for the DEVELOPER role while maintaining usability of the data for other authorized roles.

NEW QUESTION # 38
What is required for stages, without credentials, to limit data exfiltration after a storage Integration and associated stages are created?

A. ALTER ACCOUNT my_account SET
REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_CREATION = true;
ALTER ACCOUNT my_account SET
REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_OPERATION = true;
ALTER ACCOUNT my_account SET
PREVENT_UNLOAD_TO_INLINE_URL = true;
B. ALTER ACCOUNT my_account SET
REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_CREATION = false;
ALTER ACCOUNT my_account SET
REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_OPERATION = false;
ALTER ACCOUNT my_account SET
PREVENT_UNLOAD_TO_INLINE_URL = false;
C. ALTER ACCOUNT my_account SET
REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_CREATION = false;
ALTER ACCOUNT my_account SET
REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_OPERATION = false;
ALTER ACCOUNT my_account SET
PREVENT_UNLOAD_TO_INLINE_URL = true;
D. ALTER ACCOUNT my_account SET
REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_CREATION = true;
ALTER ACCOUNT my_account SET
REQUIRE_STORAGE_INTEGRATION_FOR_STAGE_OPERATION = true;
ALTER ACCOUNT my_account SET
PREVENT_UNLOAD_TO_INLINE_URL = false;

Answer: A

Explanation:
To prevent data exfiltration, Snowflake requires storage integrations for both stage creation and stage operations, ensuring that unmanaged external locations cannot be used. Additionally, setting PREVENT_UNLOAD_TO_INLINE_URL = true blocks unloading directly to unsecured inline URLs. This configuration enforces secure stage usage tied to storage integrations.

NEW QUESTION # 39
A virtual warehouse report_wh is configured with AUTO_RESUME=TRUE and AUTO_SUSPEND=300. A user has been granted the role accountant.
An application with the accountant role should use this warehouse to run financial reports, and should keep track of compute credits used by the warehouse.
What minimal privileges on the warehouse should be granted to the role to meet the requirements for the application? (Choose two.)

A. MODIFY
B. OPERATE
C. MONITOR
D. OWNERSHIP
E. USAGE

Answer: C,E

Explanation:
USAGE privilege is required to run queries on the warehouse.
MONITOR privilege allows tracking and viewing compute credit usage for the warehouse.

NEW QUESTION # 40
A Snowflake Administrator needs to set up Time Travel for a presentation area that includes facts and dimensions tables, and receives a lot of meaningless and erroneous IoT data. Time Travel is being used as a component of the company's data quality process in which the ingestion pipeline should revert to a known quality data state if any anomalies are detected in the latest load. Data from the past 30 days may have to be retrieved because of latencies in the data acquisition process.
According to best practices, how should these requirements be met? (Choose two.)

A. Related data should not be placed together in the same schema. Facts and dimension tables should each have their own schemas.
B. The fact and dimension tables should be cloned together using the same Time Travel options to reduce potential referential integrity issues with the restored data.
C. The fact and dimension tables should have the same DATA_RETENTION_TIME_IN_DAYS.
D. The DATA_RETENTION_TIME_IN_DAYS should be kept at the account level and never used for lower level containers (databases and schemas).
E. Only TRANSIENT tables should be used to ensure referential integrity between the fact and dimension tables.

Answer: B,C

Explanation:
To ensure consistent recovery, fact and dimension tables must have the same DATA_RETENTION_TIME_IN_DAYS, so they can be restored to the same point in time.
Cloning the fact and dimension tables together with consistent Time Travel options ensures data integrity and avoids referential mismatches when reverting to a prior state.

NEW QUESTION # 41
......

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